Habitat Suitability Report
Inputs
- Species: White shark (Carcharodon carcharias)
- Thinning: Thinned satellite data (PSAT and SPOT)
- Ratio: All pseudo-absence/background points
- Spatial extent: Cropped to 750 m isobath
- Covariates used: all covariates (u and v become vel_mag)
- Metrics: evaluated using true skill staistic (tss) and area under the receiver operator curve (roc_auc)
Nowcast and Forecast Maps
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | roc_auc | tss_max |
|---|---|---|
| rf | 0.9953195 | 0.9660766 |
| bt | 0.8288933 | 0.4902795 |
| maxnet | 0.7778652 | 0.4266047 |
| gam | 0.7938773 | 0.4866440 |
| glm | 0.6711127 | 0.3579117 |
Variable Importance
Partial Dependence
